# Larry's: Agent-Direct Score C (63.5%)

Site: https://larryspeckham.co.uk
Report: https://directindex.org/r/larryspeckham.co.uk
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Larry's is partly visible to agents.

## Direct links
- Book directly: https://opentable.co.uk/widget/reservation/loader?rid=237474&type=button&theme=standard&iframe=false&domain=couk&lang=en-GB&newtab=false&ot_source=Restaurant%20website (through opentable acting for the business)
- Menu: https://larryspeckham.co.uk/wp-content/uploads/2023/03/Lunch-Menu-17.03.23.pdf
- Phone: 02037957385

## What to fix first
- **The server turns AI crawlers away at the door.** (+6.7 points) Live fetches as GPTBot (challenge:attention required), ClaudeBot (challenge:attention required) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as HTML, keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai
- **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What to paste

Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Larry's",
  "url": "https://larryspeckham.co.uk",
  "telephone": "02037957385",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Blenheim Grove 12-16",
    "postalCode": "SE15 4QL",
    "addressLocality": "London"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 51.469717,
    "longitude": -0.0690787
  },
  "openingHours": "Mo-Fr 07:30-16:00; Sa-Su 09:00-17:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "07:30",
      "closes": "16:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday",
        "Sunday"
      ],
      "opens": "09:00",
      "closes": "17:00"
    }
  ],
  "acceptsReservations": "https://opentable.co.uk/widget/reservation/loader?rid=237474&amp;type=button&amp;theme=standard&amp;iframe=false&amp;domain=couk&amp;lang=en-GB&amp;newtab=false&amp;ot_source=Restaurant%20website",
  "hasMenu": "https://larryspeckham.co.uk/wp-content/uploads/2023/03/Lunch-Menu-17.03.23.pdf",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://opentable.co.uk/widget/reservation/loader?rid=237474&amp;type=button&amp;theme=standard&amp;iframe=false&amp;domain=couk&amp;lang=en-GB&amp;newtab=false&amp;ot_source=Restaurant%20website",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

llms.txt. Save as /llms.txt at the root of the site.

```
# Larry's

> cafe or coffee shop in Blenheim Grove 12-16 SE15 4QL London, London cafes and bars. Phone 02037957385.

## Book or order directly

- Book: https://opentable.co.uk/widget/reservation/loader?rid=237474&amp;type=button&amp;theme=standard&amp;iframe=false&amp;domain=couk&amp;lang=en-GB&amp;newtab=false&amp;ot_source=Restaurant%20website (through opentable acting for the business)
- Menu: https://larryspeckham.co.uk/wp-content/uploads/2023/03/Lunch-Menu-17.03.23.pdf

## Opening hours

Mo-Fr 07:30-16:00; Sa-Su 09:00-17:00

## About

- Website: https://larryspeckham.co.uk
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.
- **Structured data present (Organization).** but without address, phone or hours
- **Booking through opentable on your own domain.** No marketplace commission, and the guest stays yours.
- **OpenTable works with agents through its partners.** OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms. An assistant that is not a partner may not finish the step there; a direct path on your own domain works for all of them.

## Where it stands
1077 of 2491 in London cafes and bars. Top 43% of the sites scanned in this index.

| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | yes |
| Publish the menu or price list as HTML | 96% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 97% | no |
| Structured data with address, phone and hours | 67% | no |
| Have an llms.txt | 12% | no |

Nearest places in the index: Peckham Arches (C, 67 m, https://directindex.org/r/peckhamarches.com); Rye Lane Cornerhouse (F, 68 m, https://directindex.org/r/ryelanecornerhouse.com); Social (F, 165 m, https://directindex.org/r/copelandsocial.com); Four Quarters (C, 238 m, https://directindex.org/r/fourquarters.bar); The Montpelier (C, 249 m, https://directindex.org/r/themontpelier.net); The Victoria Inn (B, 344 m, https://directindex.org/r/victoriainnpeckham.com); 139 Fika (A, 368 m, https://directindex.org/r/139fika.com); Tola (C, 390 m, https://directindex.org/r/tolapeckham.com); Nola (F, 425 m, https://directindex.org/r/nolacoffee.co.uk); The White Horse (C, 434 m, https://directindex.org/r/whitehorsepeckham.co.uk).

## What assistants answer
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Against its peers: Sites built with WordPress 58% (29% A or B, 36926 sites); Sites using OpenTable 67% (43% A or B, 1462 sites); This site 63.5%.

See what an AI agent reads on this site: https://directindex.org/r/larryspeckham.co.uk/agent-view

## Businesses like Larry's in London cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in London cafes and bars | 2491 | 52% | 37% | 63.5% |
| Built with WordPress in London cafes and bars | 755 | 65% | 46% | 63.5% |
| Using OpenTable in London cafes and bars | 37 | 64% | 38% | 63.5% |
| Built with WordPress and using OpenTable in London cafes and bars | 19 | 63% | 37% | 63.5% |

The best of Built with WordPress and using OpenTable in London cafes and bars: The Bell on the Green (B 83.1%, https://directindex.org/r/thebellonthegreen.com); The Hat and Tun (B 78.5%, https://directindex.org/r/thehatandtun.com); Asador Bar & Grill (B 76.9%, https://directindex.org/r/asadorbargrill.co.uk); TABxTAB (B 76.9%, https://directindex.org/r/tabxtab.com); The Jugged Hare (B 73.8%, https://directindex.org/r/etmcollection.co.uk).

With the three fixes above (The server turns AI crawlers away at the door; Structured data is incomplete; Menu or price list is a PDF) the score would be about 87.7%: 229th of 2,491 in London cafes and bars, up from 1077th.

## The direct record
What agents get for Larry's, as JSON: https://directindex.org/api/direct/larryspeckham.co.uk
- Book: https://opentable.co.uk/widget/reservation/loader?rid=237474&amp;type=button&amp;theme=standard&amp;iframe=false&amp;domain=couk&amp;lang=en-GB&amp;newtab=false&amp;ot_source=Restaurant%20website (vendor on own site: OpenTable; found by the scan of 2026-10-14, not yet tested)
- Order: none on record
- Menu: https://larryspeckham.co.uk/wp-content/uploads/2023/03/Lunch-Menu-17.03.23.pdf (pdf; from the scan)
- Hours: Mo-Fr 07:30-16:00; Sa-Su 09:00-17:00 (open now) (from OpenStreetMap)
- Phone: 02037957385
- Stable links that count: https://directindex.org/go/larryspeckham.co.uk/book, https://directindex.org/go/larryspeckham.co.uk/menu

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- UCP profile (/.well-known/ucp, Google and Shopify's Universal Commerce Protocol): not measured
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured
- MCP server card (/.well-known/mcp/server-card.json): no
- Ordering vendor that takes agent orders (Square, Toast, or a vendor whose terms allow agents): not measured
- Vendor terms for agents, OpenTable: Through partners. OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms

Not measured at this scan; the next scan measures it.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 18.3 | 25 |
| Readable | 13 | 25 |
| Actionable | 10 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/larryspeckham.co.uk
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Deep report: https://directindex.org/r/larryspeckham.co.uk/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=larryspeckham.co.uk&force=1